Overview

Brought to you by YData

Dataset statistics

Number of variables	30
Number of observations	7133
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	20
Duplicate rows (%)	0.3%
Total size in memory	843.0 KiB
Average record size in memory	121.0 B

Variable types

Numeric	13
Boolean	17

Alerts

Dataset has 20 (0.3%) duplicate rows	Duplicates
`age` is highly overall correlated with `draft_year`	High correlation
`draft_year` is highly overall correlated with `age`	High correlation
`fantasy_points_ppr` is highly overall correlated with `interception` and 6 other fields	High correlation
`interception` is highly overall correlated with `fantasy_points_ppr` and 3 other fields	High correlation
`pass_touchdown` is highly overall correlated with `fantasy_points_ppr` and 4 other fields	High correlation
`passing_yards` is highly overall correlated with `position_QB`	High correlation
`position_QB` is highly overall correlated with `interception` and 3 other fields	High correlation
`position_RB` is highly overall correlated with `rushing_yards`	High correlation
`receiving_touchdown` is highly overall correlated with `fantasy_points_ppr` and 4 other fields	High correlation
`receiving_yards` is highly overall correlated with `fantasy_points_ppr` and 3 other fields	High correlation
`receptions` is highly overall correlated with `fantasy_points_ppr` and 3 other fields	High correlation
`rush_touchdown` is highly overall correlated with `rushing_yards` and 1 other fields	High correlation
`rushing_yards` is highly overall correlated with `position_RB` and 2 other fields	High correlation
`targets` is highly overall correlated with `fantasy_points_ppr` and 3 other fields	High correlation
`touches` is highly overall correlated with `fantasy_points_ppr` and 5 other fields	High correlation
`position_DE` is highly imbalanced (98.6%)	Imbalance
`position_DT` is highly imbalanced (98.6%)	Imbalance
`position_FB` is highly imbalanced (88.2%)	Imbalance
`position_FS` is highly imbalanced (96.1%)	Imbalance
`position_ILB` is highly imbalanced (97.5%)	Imbalance
`position_K` is highly imbalanced (99.0%)	Imbalance
`position_LS` is highly imbalanced (99.6%)	Imbalance
`position_MLB` is highly imbalanced (99.5%)	Imbalance
`position_NT` is highly imbalanced (99.6%)	Imbalance
`position_OLB` is highly imbalanced (99.2%)	Imbalance
`position_P` is highly imbalanced (92.3%)	Imbalance
`position_SS` is highly imbalanced (95.9%)	Imbalance
`position_T` is highly imbalanced (99.8%)	Imbalance
`passing_yards` has 6047 (84.8%) zeros	Zeros
`pass_touchdown` has 3225 (45.2%) zeros	Zeros
`interception` has 3935 (55.2%) zeros	Zeros
`rushing_yards` has 3216 (45.1%) zeros	Zeros
`rush_touchdown` has 5481 (76.8%) zeros	Zeros
`receptions` has 1407 (19.7%) zeros	Zeros
`receiving_yards` has 1428 (20.0%) zeros	Zeros
`receiving_touchdown` has 3997 (56.0%) zeros	Zeros
`targets` has 1202 (16.9%) zeros	Zeros
`touches` has 213 (3.0%) zeros	Zeros
`fantasy_points_ppr` has 223 (3.1%) zeros	Zeros

Reproduction

Analysis started	2025-10-20 18:04:37.446146
Analysis finished	2025-10-20 18:05:10.636799
Duration	33.19 seconds
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

passing_yards
Real number (ℝ)

High correlation Zeros

Distinct	803
Distinct (%)	11.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	228.82462

Minimum	-7
Maximum	5477
Zeros	6047
Zeros (%)	84.8%
Negative	4
Negative (%)	0.1%
Memory size	55.9 KiB

Quantile statistics

Minimum	-7
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2091
Maximum	5477
Range	5484
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	832.22035
Coefficient of variation (CV)	3.6369354
Kurtosis	15.826461
Mean	228.82462
Median Absolute Deviation (MAD)	0
Skewness	4.0508054
Sum	1632206
Variance	692590.71
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6047	84.8%
4	15	0.2%
20	9	0.1%
21	9	0.1%
3	8	0.1%
17	8	0.1%
19	8	0.1%
2	8	0.1%
13	8	0.1%
10	7	0.1%
Other values (793)	1006	14.1%

Value	Count	Frequency (%)
-7	1	< 0.1%
-3	1	< 0.1%
-2	1	< 0.1%
-1	1	< 0.1%
0	6047	84.8%
1	4	0.1%
2	8	0.1%
3	8	0.1%
4	15	0.2%
5	4	0.1%

Value	Count	Frequency (%)
5477	1	< 0.1%
5316	1	< 0.1%
5250	1	< 0.1%
5208	1	< 0.1%
5177	1	< 0.1%
5162	1	< 0.1%
5129	1	< 0.1%
5109	1	< 0.1%
5097	1	< 0.1%
5014	1	< 0.1%

pass_touchdown
Real number (ℝ)

High correlation Zeros

Distinct	46
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7696621

Minimum	0
Maximum	55
Zeros	3225
Zeros (%)	45.2%
Negative	0
Negative (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	13
Maximum	55
Range	55
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	5.6843074
Coefficient of variation (CV)	2.0523469
Kurtosis	16.801501
Mean	2.7696621
Median Absolute Deviation (MAD)	1
Skewness	3.7837157
Sum	19756
Variance	32.311351
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0	3225	45.2%
1	1239	17.4%
2	689	9.7%
3	471	6.6%
4	328	4.6%
5	230	3.2%
6	170	2.4%
7	131	1.8%
8	97	1.4%
9	66	0.9%
Other values (36)	487	6.8%

Value	Count	Frequency (%)
0	3225	45.2%
1	1239	17.4%
2	689	9.7%
3	471	6.6%
4	328	4.6%
5	230	3.2%
6	170	2.4%
7	131	1.8%
8	97	1.4%
9	66	0.9%

Value	Count	Frequency (%)
55	1	< 0.1%
50	1	< 0.1%
48	1	< 0.1%
43	3	< 0.1%
41	4	0.1%
40	4	0.1%
39	4	0.1%
38	6	0.1%
37	4	0.1%
36	5	0.1%

interception
Real number (ℝ)

High correlation Zeros

Distinct	25
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4547876

Minimum	0
Maximum	30
Zeros	3935
Zeros (%)	55.2%
Negative	0
Negative (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	7
Maximum	30
Range	30
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.8591606
Coefficient of variation (CV)	1.9653457
Kurtosis	13.432173
Mean	1.4547876
Median Absolute Deviation (MAD)	0
Skewness	3.3167668
Sum	10377
Variance	8.1747994
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	3935	55.2%
1	1324	18.6%
2	667	9.4%
3	362	5.1%
4	203	2.8%
5	143	2.0%
6	82	1.1%
7	72	1.0%
8	54	0.8%
12	54	0.8%
Other values (15)	237	3.3%

Value	Count	Frequency (%)
0	3935	55.2%
1	1324	18.6%
2	667	9.4%
3	362	5.1%
4	203	2.8%
5	143	2.0%
6	82	1.1%
7	72	1.0%
8	54	0.8%
9	43	0.6%

Value	Count	Frequency (%)
30	1	< 0.1%
27	1	< 0.1%
22	3	< 0.1%
21	4	0.1%
20	2	< 0.1%
19	2	< 0.1%
18	7	0.1%
17	10	0.1%
16	15	0.2%
15	18	0.3%

rushing_yards
Real number (ℝ)

High correlation Zeros

Distinct	827
Distinct (%)	11.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	99.614889

Minimum	-31
Maximum	2027
Zeros	3216
Zeros (%)	45.1%
Negative	264
Negative (%)	3.7%
Memory size	55.9 KiB

Quantile statistics

Minimum	-31
5-th percentile	0
Q1	0
median	1
Q3	57
95-th percentile	641
Maximum	2027
Range	2058
Interquartile range (IQR)	57

Descriptive statistics

Standard deviation	237.27646
Coefficient of variation (CV)	2.3819377
Kurtosis	12.919382
Mean	99.614889
Median Absolute Deviation (MAD)	3
Skewness	3.3970042
Sum	710553
Variance	56300.117
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3216	45.1%
2	99	1.4%
1	88	1.2%
4	85	1.2%
9	82	1.1%
7	74	1.0%
6	71	1.0%
5	70	1.0%
3	68	1.0%
8	61	0.9%
Other values (817)	3219	45.1%

Value	Count	Frequency (%)
-31	1	< 0.1%
-24	1	< 0.1%
-23	1	< 0.1%
-18	1	< 0.1%
-16	1	< 0.1%
-15	1	< 0.1%
-14	1	< 0.1%
-13	4	0.1%
-12	5	0.1%
-11	2	< 0.1%

Value	Count	Frequency (%)
2027	1	< 0.1%
2013	1	< 0.1%
2005	1	< 0.1%
1921	1	< 0.1%
1845	1	< 0.1%
1811	1	< 0.1%
1653	1	< 0.1%
1631	1	< 0.1%
1613	1	< 0.1%
1607	1	< 0.1%

rush_touchdown
Real number (ℝ)

High correlation Zeros

Distinct	19
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.75648395

Minimum	0
Maximum	18
Zeros	5481
Zeros (%)	76.8%
Negative	0
Negative (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	18
Range	18
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.0264658
Coefficient of variation (CV)	2.6787955
Kurtosis	18.883227
Mean	0.75648395
Median Absolute Deviation (MAD)	0
Skewness	3.9715216
Sum	5396
Variance	4.1065637
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	5481	76.8%
1	638	8.9%
2	317	4.4%
3	178	2.5%
4	127	1.8%
5	96	1.3%
6	81	1.1%
8	51	0.7%
7	46	0.6%
9	29	0.4%
Other values (9)	89	1.2%

Value	Count	Frequency (%)
0	5481	76.8%
1	638	8.9%
2	317	4.4%
3	178	2.5%
4	127	1.8%
5	96	1.3%
6	81	1.1%
7	46	0.6%
8	51	0.7%
9	29	0.4%

Value	Count	Frequency (%)
18	2	< 0.1%
17	4	0.1%
16	7	0.1%
15	7	0.1%
14	6	0.1%
13	12	0.2%
12	19	0.3%
11	16	0.2%
10	16	0.2%
9	29	0.4%

receptions
Real number (ℝ)

High correlation Zeros

Distinct	127
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.070377

Minimum	0
Maximum	149
Zeros	1407
Zeros (%)	19.7%
Negative	0
Negative (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	8
Q3	29
95-th percentile	72
Maximum	149
Range	149
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	24.428478
Coefficient of variation (CV)	1.2809646
Kurtosis	2.4089604
Mean	19.070377
Median Absolute Deviation (MAD)	8
Skewness	1.6485304
Sum	136029
Variance	596.75051
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1407	19.7%
1	537	7.5%
2	380	5.3%
3	286	4.0%
4	266	3.7%
5	204	2.9%
6	199	2.8%
7	186	2.6%
8	155	2.2%
9	148	2.1%
Other values (117)	3365	47.2%

Value	Count	Frequency (%)
0	1407	19.7%
1	537	7.5%
2	380	5.3%
3	286	4.0%
4	266	3.7%
5	204	2.9%
6	199	2.8%
7	186	2.6%
8	155	2.2%
9	148	2.1%

Value	Count	Frequency (%)
149	1	< 0.1%
145	1	< 0.1%
136	2	< 0.1%
135	1	< 0.1%
129	1	< 0.1%
128	1	< 0.1%
127	2	< 0.1%
122	1	< 0.1%
119	3	< 0.1%
118	1	< 0.1%

receiving_yards
Real number (ℝ)

High correlation Zeros

Distinct	1083
Distinct (%)	15.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	215.58671

Minimum	-15
Maximum	1964
Zeros	1428
Zeros (%)	20.0%
Negative	53
Negative (%)	0.7%
Memory size	55.9 KiB

Quantile statistics

Minimum	-15
5-th percentile	0
Q1	8
median	80
Q3	298
95-th percentile	894.4
Maximum	1964
Range	1979
Interquartile range (IQR)	290

Descriptive statistics

Standard deviation	304.67408
Coefficient of variation (CV)	1.4132322
Kurtosis	4.0058343
Mean	215.58671
Median Absolute Deviation (MAD)	80
Skewness	1.9879135
Sum	1537780
Variance	92826.297
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1428	20.0%
11	54	0.8%
8	53	0.7%
7	52	0.7%
9	48	0.7%
6	48	0.7%
13	47	0.7%
15	45	0.6%
5	44	0.6%
12	42	0.6%
Other values (1073)	5272	73.9%

Value	Count	Frequency (%)
-15	1	< 0.1%
-11	1	< 0.1%
-10	1	< 0.1%
-9	1	< 0.1%
-8	2	< 0.1%
-7	2	< 0.1%
-6	8	0.1%
-5	2	< 0.1%
-4	6	0.1%
-3	5	0.1%

Value	Count	Frequency (%)
1964	1	< 0.1%
1947	1	< 0.1%
1871	1	< 0.1%
1841	1	< 0.1%
1809	1	< 0.1%
1799	1	< 0.1%
1749	1	< 0.1%
1725	1	< 0.1%
1710	1	< 0.1%
1708	1	< 0.1%

receiving_touchdown
Real number (ℝ)

High correlation Zeros

Distinct	19
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3413711

Minimum	0
Maximum	18
Zeros	3997
Zeros (%)	56.0%
Negative	0
Negative (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	6
Maximum	18
Range	18
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.2830351
Coefficient of variation (CV)	1.702016
Kurtosis	7.0953378
Mean	1.3413711
Median Absolute Deviation (MAD)	0
Skewness	2.445431
Sum	9568
Variance	5.2122492
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	3997	56.0%
1	1154	16.2%
2	606	8.5%
3	414	5.8%
4	295	4.1%
5	195	2.7%
6	146	2.0%
7	99	1.4%
8	80	1.1%
9	47	0.7%
Other values (9)	100	1.4%

Value	Count	Frequency (%)
0	3997	56.0%
1	1154	16.2%
2	606	8.5%
3	414	5.8%
4	295	4.1%
5	195	2.7%
6	146	2.0%
7	99	1.4%
8	80	1.1%
9	47	0.7%

Value	Count	Frequency (%)
18	1	< 0.1%
17	1	< 0.1%
16	3	< 0.1%
15	2	< 0.1%
14	7	0.1%
13	16	0.2%
12	17	0.2%
11	20	0.3%
10	33	0.5%
9	47	0.7%

targets
Real number (ℝ)

High correlation Zeros

Distinct	180
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.405019

Minimum	0
Maximum	201
Zeros	1202
Zeros (%)	16.9%
Negative	0
Negative (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	12
Q3	43
95-th percentile	108
Maximum	201
Range	201
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	36.248293
Coefficient of variation (CV)	1.2761228
Kurtosis	2.2224575
Mean	28.405019
Median Absolute Deviation (MAD)	12
Skewness	1.6311718
Sum	202613
Variance	1313.9387
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1202	16.9%
1	485	6.8%
2	282	4.0%
3	254	3.6%
4	213	3.0%
5	194	2.7%
6	179	2.5%
7	153	2.1%
9	144	2.0%
11	129	1.8%
Other values (170)	3898	54.6%

Value	Count	Frequency (%)
0	1202	16.9%
1	485	6.8%
2	282	4.0%
3	254	3.6%
4	213	3.0%
5	194	2.7%
6	179	2.5%
7	153	2.1%
8	122	1.7%
9	144	2.0%

Value	Count	Frequency (%)
201	1	< 0.1%
200	1	< 0.1%
188	1	< 0.1%
187	1	< 0.1%
186	1	< 0.1%
185	3	< 0.1%
180	1	< 0.1%
179	1	< 0.1%
178	2	< 0.1%
174	2	< 0.1%

touches
Real number (ℝ)

High correlation Zeros

Distinct	557
Distinct (%)	7.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	73.417636

Minimum	0
Maximum	755
Zeros	213
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	25
Q3	72
95-th percentile	360.8
Maximum	755
Range	755
Interquartile range (IQR)	66

Descriptive statistics

Standard deviation	127.32393
Coefficient of variation (CV)	1.7342417
Kurtosis	8.5695497
Mean	73.417636
Median Absolute Deviation (MAD)	22
Skewness	2.9115062
Sum	523688
Variance	16211.383
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	448	6.3%
2	307	4.3%
4	245	3.4%
3	222	3.1%
0	213	3.0%
5	200	2.8%
7	169	2.4%
6	163	2.3%
8	157	2.2%
9	120	1.7%
Other values (547)	4889	68.5%

Value	Count	Frequency (%)
0	213	3.0%
1	448	6.3%
2	307	4.3%
3	222	3.1%
4	245	3.4%
5	200	2.8%
6	163	2.3%
7	169	2.4%
8	157	2.2%
9	120	1.7%

Value	Count	Frequency (%)
755	1	< 0.1%
753	1	< 0.1%
746	1	< 0.1%
745	1	< 0.1%
735	1	< 0.1%
720	1	< 0.1%
712	1	< 0.1%
699	1	< 0.1%
691	1	< 0.1%
685	1	< 0.1%

age
Real number (ℝ)

High correlation

Distinct	26
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.933268

Minimum	20
Maximum	45
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	20
5-th percentile	22
Q1	23
median	25
Q3	28
95-th percentile	32
Maximum	45
Range	25
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.4429131
Coefficient of variation (CV)	0.13276048
Kurtosis	1.7024036
Mean	25.933268
Median Absolute Deviation (MAD)	2
Skewness	1.1572796
Sum	184982
Variance	11.853651
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
24	1017	14.3%
23	985	13.8%
25	911	12.8%
26	756	10.6%
22	664	9.3%
27	637	8.9%
28	513	7.2%
29	385	5.4%
30	295	4.1%
21	229	3.2%
Other values (16)	741	10.4%

Value	Count	Frequency (%)
20	12	0.2%
21	229	3.2%
22	664	9.3%
23	985	13.8%
24	1017	14.3%
25	911	12.8%
26	756	10.6%
27	637	8.9%
28	513	7.2%
29	385	5.4%

Value	Count	Frequency (%)
45	1	< 0.1%
44	2	< 0.1%
43	2	< 0.1%
42	1	< 0.1%
41	4	0.1%
40	7	0.1%
39	15	0.2%
38	22	0.3%
37	35	0.5%
36	41	0.6%

draft_year
Real number (ℝ)

High correlation

Distinct	28
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2014.7655

Minimum	1997
Maximum	2024
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.9 KiB

Quantile statistics

Minimum	1997
5-th percentile	2006
Q1	2012
median	2015
Q3	2018
95-th percentile	2022
Maximum	2024
Range	27
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.905538
Coefficient of variation (CV)	0.0024347936
Kurtosis	0.026794016
Mean	2014.7655
Median Absolute Deviation (MAD)	3
Skewness	-0.52527166
Sum	14371322
Variance	24.064303
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
2017	658	9.2%
2018	601	8.4%
2016	561	7.9%
2015	518	7.3%
2013	517	7.2%
2019	482	6.8%
2014	469	6.6%
2012	430	6.0%
2011	409	5.7%
2020	392	5.5%
Other values (18)	2096	29.4%

Value	Count	Frequency (%)
1997	3	< 0.1%
1998	15	0.2%
1999	4	0.1%
2000	23	0.3%
2001	26	0.4%
2002	13	0.2%
2003	44	0.6%
2004	86	1.2%
2005	116	1.6%
2006	143	2.0%

Value	Count	Frequency (%)
2024	76	1.1%
2023	186	2.6%
2022	261	3.7%
2021	266	3.7%
2020	392	5.5%
2019	482	6.8%
2018	601	8.4%
2017	658	9.2%
2016	561	7.9%
2015	518	7.3%

position_DE
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

False	7124
True	9

Value	Count	Frequency (%)
False	7124	99.9%
True	9	0.1%

position_DT
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

False	7124
True	9

Value	Count	Frequency (%)
False	7124	99.9%
True	9	0.1%

position_FB
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

False	7019
True	114

Value	Count	Frequency (%)
False	7019	98.4%
True	114	1.6%

position_FS
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

False	7103
True	30

Value	Count	Frequency (%)
False	7103	99.6%
True	30	0.4%

position_ILB
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

False	7115
True	18

Value	Count	Frequency (%)
False	7115	99.7%
True	18	0.3%

position_K
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

False	7127
True	6

Value	Count	Frequency (%)
False	7127	99.9%
True	6	0.1%

position_LS
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

False	7131
True	2

Value	Count	Frequency (%)
False	7131	> 99.9%
True	2	< 0.1%

position_MLB
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

False	7130
True	3

Value	Count	Frequency (%)
False	7130	> 99.9%
True	3	< 0.1%

position_NT
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

False	7131
True	2

Value	Count	Frequency (%)
False	7131	> 99.9%
True	2	< 0.1%

position_OLB
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

False	7128
True	5

Value	Count	Frequency (%)
False	7128	99.9%
True	5	0.1%

position_P
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

False	7066
True	67

Value	Count	Frequency (%)
False	7066	99.1%
True	67	0.9%

position_QB
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

False	6157
True	976

Value	Count	Frequency (%)
False	6157	86.3%
True	976	13.7%

position_RB
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

False	5388
True	1745

Value	Count	Frequency (%)
False	5388	75.5%
True	1745	24.5%

position_SS
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

False	7101
True	32

Value	Count	Frequency (%)
False	7101	99.6%
True	32	0.4%

position_T
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

False	7132
True	1

Value	Count	Frequency (%)
False	7132	> 99.9%
True	1	< 0.1%

position_TE
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

False	5692
True	1441

Value	Count	Frequency (%)
False	5692	79.8%
True	1441	20.2%

position_WR
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.1 KiB

False	4493
True	2640

Value	Count	Frequency (%)
False	4493	63.0%
True	2640	37.0%

fantasy_points_ppr
Real number (ℝ)

High correlation Zeros

Distinct	2999
Distinct (%)	42.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76.7131

Minimum	-4.8
Maximum	513.98
Zeros	223
Zeros (%)	3.1%
Negative	131
Negative (%)	1.8%
Memory size	55.9 KiB

Quantile statistics

Minimum	-4.8
5-th percentile	0.06
Q1	9.8
median	38.8
Q3	116.3
95-th percentile	267.208
Maximum	513.98
Range	518.78
Interquartile range (IQR)	106.5

Descriptive statistics

Standard deviation	89.614391
Coefficient of variation (CV)	1.1681759
Kurtosis	2.1394002
Mean	76.7131
Median Absolute Deviation (MAD)	35.5
Skewness	1.5559925
Sum	547194.54
Variance	8030.7391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	223	3.1%
1.4	30	0.4%
1.9	26	0.4%
1.7	25	0.4%
1.6	24	0.3%
1.8	23	0.3%
1.3	22	0.3%
3.3	22	0.3%
3.8	21	0.3%
2.2	21	0.3%
Other values (2989)	6696	93.9%

Value	Count	Frequency (%)
-4.8	1	< 0.1%
-4.72	1	< 0.1%
-3.36	1	< 0.1%
-3.24	1	< 0.1%
-3.08	1	< 0.1%
-3	16	0.2%
-2.8	1	< 0.1%
-2.7	2	< 0.1%
-2.52	1	< 0.1%
-2.48	1	< 0.1%

Value	Count	Frequency (%)
513.98	1	< 0.1%
513.08	1	< 0.1%
505.38	1	< 0.1%
493.4	1	< 0.1%
485.68	1	< 0.1%
477.26	1	< 0.1%
465.58	1	< 0.1%
465.2	1	< 0.1%
464.06	1	< 0.1%
457.74	1	< 0.1%

Interactions

Correlations

	age	draft_year	fantasy_points_ppr	interception	pass_touchdown	passing_yards	position_DE	position_DT	position_FB	position_FS	position_ILB	position_K	position_LS	position_MLB	position_NT	position_OLB	position_P	position_QB	position_RB	position_SS	position_T	position_TE	position_WR	receiving_touchdown	receiving_yards	receptions	rush_touchdown	rushing_yards	targets	touches
age	1.000	-0.569	0.034	0.104	0.111	0.176	0.000	0.023	0.031	0.000	0.003	0.037	0.012	0.000	0.000	0.029	0.144	0.284	0.144	0.000	0.000	0.066	0.102	-0.006	-0.066	-0.062	-0.058	-0.110	-0.069	0.047
draft_year	-0.569	1.000	-0.097	-0.137	-0.129	-0.127	0.031	0.036	0.047	0.028	0.000	0.034	0.077	0.000	0.000	0.000	0.088	0.245	0.090	0.023	0.000	0.078	0.105	-0.038	-0.002	-0.000	0.027	0.052	-0.007	-0.106
fantasy_points_ppr	0.034	-0.097	1.000	0.573	0.778	0.203	0.000	0.000	0.091	0.049	0.030	0.000	0.000	0.000	0.000	0.000	0.083	0.334	0.066	0.051	0.000	0.140	0.115	0.591	0.627	0.650	0.435	0.408	0.625	0.900
interception	0.104	-0.137	0.573	1.000	0.641	0.425	0.000	0.000	0.030	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.004	0.571	0.203	0.000	0.000	0.130	0.166	0.310	0.245	0.225	0.049	0.062	0.234	0.535
pass_touchdown	0.111	-0.129	0.778	0.641	1.000	0.379	0.000	0.000	0.035	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.014	0.552	0.206	0.000	0.000	0.111	0.191	0.708	0.399	0.379	0.105	0.095	0.371	0.635
passing_yards	0.176	-0.127	0.203	0.425	0.379	1.000	0.000	0.000	0.014	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.749	0.166	0.000	0.000	0.146	0.226	-0.272	-0.463	-0.464	0.197	0.219	-0.481	0.398
position_DE	0.000	0.031	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.010	0.000	0.000	0.005	0.020	0.000	0.000	0.000	0.000	0.000	0.000	0.000
position_DT	0.023	0.036	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.010	0.000	0.000	0.005	0.020	0.000	0.000	0.000	0.000	0.000	0.000	0.000
position_FB	0.031	0.047	0.091	0.030	0.035	0.014	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.048	0.070	0.000	0.000	0.062	0.096	0.048	0.061	0.062	0.016	0.037	0.067	0.059
position_FS	0.000	0.028	0.049	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.019	0.032	0.000	0.000	0.028	0.046	0.019	0.032	0.039	0.000	0.000	0.040	0.007
position_ILB	0.003	0.000	0.030	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.011	0.022	0.000	0.000	0.018	0.034	0.000	0.010	0.020	0.000	0.000	0.021	0.000
position_K	0.037	0.034	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.013	0.000	0.000	0.000	0.000	0.000	0.000	0.000
position_LS	0.012	0.077	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
position_MLB	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
position_NT	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
position_OLB	0.029	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.009	0.000	0.000	0.000	0.000	0.000	0.000	0.000
position_P	0.144	0.088	0.083	0.004	0.014	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.035	0.052	0.000	0.000	0.046	0.072	0.049	0.062	0.070	0.018	0.021	0.072	0.041
position_QB	0.284	0.245	0.334	0.571	0.552	0.749	0.000	0.000	0.048	0.019	0.011	0.000	0.000	0.000	0.000	0.000	0.035	1.000	0.226	0.021	0.000	0.199	0.305	0.242	0.288	0.319	0.133	0.112	0.325	0.574
position_RB	0.144	0.090	0.066	0.203	0.206	0.166	0.010	0.010	0.070	0.032	0.022	0.000	0.000	0.000	0.000	0.000	0.052	0.226	1.000	0.034	0.000	0.286	0.436	0.182	0.190	0.130	0.469	0.568	0.165	0.384
position_SS	0.000	0.023	0.051	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.021	0.034	1.000	0.000	0.029	0.048	0.022	0.034	0.041	0.000	0.000	0.042	0.012
position_T	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
position_TE	0.066	0.078	0.140	0.130	0.111	0.146	0.005	0.005	0.062	0.028	0.018	0.000	0.000	0.000	0.000	0.000	0.046	0.199	0.286	0.029	0.000	1.000	0.385	0.121	0.102	0.089	0.201	0.210	0.096	0.239
position_WR	0.102	0.105	0.115	0.166	0.191	0.226	0.020	0.020	0.096	0.046	0.034	0.013	0.000	0.000	0.000	0.009	0.072	0.305	0.436	0.048	0.000	0.385	1.000	0.302	0.364	0.280	0.288	0.315	0.330	0.297
receiving_touchdown	-0.006	-0.038	0.591	0.310	0.708	-0.272	0.000	0.000	0.048	0.019	0.000	0.000	0.000	0.000	0.000	0.000	0.049	0.242	0.182	0.022	0.000	0.121	0.302	1.000	0.794	0.772	-0.094	-0.118	0.775	0.323
receiving_yards	-0.066	-0.002	0.627	0.245	0.399	-0.463	0.000	0.000	0.061	0.032	0.010	0.000	0.000	0.000	0.000	0.000	0.062	0.288	0.190	0.034	0.000	0.102	0.364	0.794	1.000	0.979	-0.033	-0.057	0.978	0.363
receptions	-0.062	-0.000	0.650	0.225	0.379	-0.464	0.000	0.000	0.062	0.039	0.020	0.000	0.000	0.000	0.000	0.000	0.070	0.319	0.130	0.041	0.000	0.089	0.280	0.772	0.979	1.000	0.035	0.019	0.990	0.421
rush_touchdown	-0.058	0.027	0.435	0.049	0.105	0.197	0.000	0.000	0.016	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.018	0.133	0.469	0.000	0.000	0.201	0.288	-0.094	-0.033	0.035	1.000	0.706	0.001	0.569
rushing_yards	-0.110	0.052	0.408	0.062	0.095	0.219	0.000	0.000	0.037	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.021	0.112	0.568	0.000	0.000	0.210	0.315	-0.118	-0.057	0.019	0.706	1.000	-0.017	0.614
targets	-0.069	-0.007	0.625	0.234	0.371	-0.481	0.000	0.000	0.067	0.040	0.021	0.000	0.000	0.000	0.000	0.000	0.072	0.325	0.165	0.042	0.000	0.096	0.330	0.775	0.978	0.990	0.001	-0.017	1.000	0.383
touches	0.047	-0.106	0.900	0.535	0.635	0.398	0.000	0.000	0.059	0.007	0.000	0.000	0.000	0.000	0.000	0.000	0.041	0.574	0.384	0.012	0.000	0.239	0.297	0.323	0.363	0.421	0.569	0.614	0.383	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	passing_yards	pass_touchdown	interception	rushing_yards	receptions	receiving_yards	receiving_touchdown	targets	touches	age	draft_year	position_DE	position_DT	position_FB	position_FS	position_ILB	position_K	position_LS	position_MLB	position_NT	position_OLB	position_P	position_QB	position_RB	position_SS	position_T	position_TE	position_WR	fantasy_points_ppr
0	475.0	1.0	4.0	0.0	0.0	0.0	0.0	0.0	66.0	37.0	1998.0	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	17.00
1	0.0	2.0	0.0	0.0	8.0	77.0	2.0	13.0	8.0	37.0	1999.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	27.70
2	0.0	2.0	1.0	0.0	14.0	129.0	2.0	14.0	14.0	36.0	1997.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	36.90
3	0.0	8.0	3.0	0.0	93.0	930.0	8.0	121.0	93.0	36.0	1997.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	228.00
4	1367.0	7.0	5.0	38.0	0.0	0.0	0.0	0.0	229.0	36.0	1998.0	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	87.48
5	290.0	3.0	2.0	-1.0	0.0	0.0	0.0	0.0	42.0	36.0	1998.0	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	22.50
6	4659.0	37.0	11.0	6.0	0.0	0.0	0.0	0.0	595.0	36.0	1998.0	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	380.96
7	0.0	0.0	1.0	0.0	7.0	112.0	0.0	12.0	7.0	35.0	1998.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	16.20
8	0.0	3.0	3.0	0.0	28.0	434.0	3.0	47.0	28.0	35.0	1998.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	83.40
9	0.0	1.0	1.0	0.0	3.0	27.0	1.0	5.0	3.0	36.0	1999.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	9.70

	passing_yards	pass_touchdown	interception	rushing_yards	rush_touchdown	receptions	receiving_yards	receiving_touchdown	targets	touches	age	draft_year	position_DE	position_DT	position_FB	position_FS	position_ILB	position_K	position_LS	position_MLB	position_NT	position_OLB	position_P	position_QB	position_RB	position_SS	position_T	position_TE	position_WR	fantasy_points_ppr
7123	3568.0	25.0	9.0	891.0	6.0	0.0	0.0	0.0	0.0	620.0	23.0	2024.0	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	399.82
7124	0.0	0.0	0.0	0.0	0.0	1.0	23.0	0.0	1.0	1.0	22.0	2024.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	3.30
7125	0.0	1.0	0.0	0.0	0.0	5.0	28.0	1.0	5.0	5.0	22.0	2024.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	13.80
7126	0.0	4.0	1.0	0.0	0.0	63.0	916.0	4.0	88.0	63.0	22.0	2024.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	176.60
7127	0.0	2.0	3.0	6.0	0.0	20.0	268.0	2.0	26.0	23.0	23.0	2024.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	53.40
7128	775.0	3.0	3.0	11.0	1.0	0.0	0.0	0.0	0.0	109.0	24.0	2024.0	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	50.10
7129	3541.0	20.0	6.0	489.0	0.0	0.0	0.0	0.0	0.0	637.0	22.0	2024.0	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	283.54
7130	0.0	3.0	1.0	15.0	0.0	54.0	734.0	3.0	100.0	57.0	22.0	2024.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	141.90
7131	0.0	0.0	0.0	26.0	0.0	3.0	16.0	0.0	6.0	5.0	22.0	2024.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	4.20
7132	0.0	0.0	0.0	291.0	1.0	6.0	59.0	0.0	6.0	69.0	22.0	2024.0	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	47.00

Duplicate rows

Most frequently occurring

	targets	age	draft_year	position_DE	position_DT	position_FB	position_FS	position_ILB	position_K	position_LS	position_MLB	position_NT	position_OLB	position_P	position_QB	position_RB	position_SS	position_T	position_TE	position_WR	# duplicates
5	1.0	23.0	2016.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	3
11	1.0	25.0	2011.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	3
0	0.0	22.0	2023.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	2
1	0.0	25.0	2019.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	2
2	0.0	27.0	2015.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	2
3	1.0	22.0	2019.0	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	2
4	1.0	23.0	2016.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	2
6	1.0	23.0	2019.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	2
7	1.0	23.0	2020.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	2
8	1.0	23.0	2024.0	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	2

Overview

Variables

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring